Process Files in Parallel with Kestra ForEach

Run scheduled tasks only on business days using a Python calendar check that skips weekends and country-specific public holidays.

Cache LLM answers in Redis so repeated questions are served instantly and OpenAI is only called on a genuine cache miss.

Provision one Amazon S3 bucket per team and register each as a governed AWS_BUCKET asset in Kestra.

Classify every prompt with OpenAI, then route it to the best-fit LLM across Anthropic, Gemini, Perplexity, and OpenAI for quality and cost.

Automatically purge expired key-value entries from Kestra's internal KV store across namespaces on a daily schedule.

Run a Python script inside a Kubernetes pod with declarative CPU and memory limits, straight from a Kestra flow.

Process files in parallel